Classification Analysis
Textual Representation
Evaluating Data Trends
Predictive Performance
Text Metrics
Advanced Statistical Methods in Analytics
Understanding Employee Sentiment Through Text
Key Components of Machine Learning
Textual Data 
Competitive
Analysis By analyzing textual data related to competitors, businesses can identify strengths and weaknesses, helping them to strategize effectively
...Document
classification, content recommendation, and summarization
...
Textual Representation Representation The importance of textual representation in business analytics can be summarized as follows: Data
Analysis: Enables quantitative analysis of qualitative data
...Document
classification, spam detection
...
Evaluating Data Trends This includes: Data aggregation Data visualization Statistical
analysis 2
...Key components include: Regression analysis Time series analysis
Classification algorithms 3
...
Predictive Performance Sales forecasting, financial
analysis Decision Trees A tree-like model used to make decisions based on various conditions
...processing Support Vector Machines (SVM) A supervised learning model used for
classification and regression analysis
...
Text Metrics Key Components of Text Metrics Sentiment
Analysis: Measures the emotional tone behind a series of words, helping to understand opinions and attitudes
...Text
Classification: Categorizes text into predefined groups, facilitating the organization of information
...
Advanced Statistical Methods in Analytics explores various advanced statistical methods, their applications in business analytics, and the importance of statistical
analysis in driving strategic business outcomes
...Logistic Regression Used for binary
classification problems
...
Understanding Employee Sentiment Through Text Employee sentiment
analysis is an essential aspect of business analytics that focuses on understanding the feelings and attitudes of employees through the analysis of textual data
...Text
Classification: The process of assigning predefined categories to text data, which can be useful for organizing feedback
...
Key Components of Machine Learning regression,
classification)
...R A programming language specifically designed for statistical
analysis and data visualization
...
Analyzing Legal Documents with Text Analytics Overview of Text Analytics Text analytics refers to the process of converting unstructured text into structured data for
analysis ...Research analysis, trend identification Text
Classification Assigning predefined categories to text documents based on their content
...
Role of Statistics in Business Analytics Statistics plays a crucial role in the field of business analytics, providing the necessary tools and methods for data
analysis and decision-making
...Classification Techniques: Categorizes data into predefined classes based on input variables
...
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